Measurements of the mass of gas enclosed in a quartz tube confining a burning hydrogen microwave plasma and the emitted intensities of atomic lines with axial or radial dependence are described. The microwave power was varied between about 450 and 1300 W, the gas pressure between 10 and 150 mbar. The experimental results are compared with numerical calculations. The simulations lead to three-dimensional distributions of electron densities, electron engines, field strengths, temperatures and gas compositions, and the expected mass of gas enclosed in the plasma tube. Besides some input parameters taken from the literature there remains one important fittable constant, characteristic for hydrogen, in the calculations, namely the microwave power Theta needed to sustain one electron-ion pair in the discharge. Agreement between experiments and calculations is good. The radial dependence of the light emission is used to discuss the physics behind the emission process. It is concluded that the main process is recombination of ions and electrons forming excited atoms and not excitation due to collisions with fast electrons (under the conditions investigated). Similar results were achieved in O2, H2/Ar and H2/CO.